{"id":14596,"date":"2024-12-01T10:59:08","date_gmt":"2024-12-01T02:59:08","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=14596"},"modified":"2024-12-01T10:59:08","modified_gmt":"2024-12-01T02:59:08","slug":"glm-edge","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/glm-edge\/","title":{"rendered":"GLM Edge\uff1a\u667a\u8c31\u53d1\u5e03\u9002\u7528\u4e8e\u624b\u673a\u3001\u8f66\u673a\u548cPC\u5e73\u53f0\u7684\u7aef\u4fa7\u5927\u8bed\u8a00\u6a21\u578b\u548c\u591a\u6a21\u6001\u7406\u89e3\u6a21\u578b"},"content":{"rendered":"<p>GLM-Edge \u662f\u6e05\u534e\u5927\u5b66\uff08\u667a\u8c31\u8f7b\u8a00\uff09\u63a8\u51fa\u7684\u4e00\u7cfb\u5217\u4e13\u4e3a\u7aef\u4fa7\u8bbe\u5907\u8bbe\u8ba1\u7684\u5927\u8bed\u8a00\u6a21\u578b\u548c\u591a\u6a21\u6001\u7406\u89e3\u6a21\u578b\u3002\u8fd9\u4e9b\u6a21\u578b\u5305\u62ec GLM-Edge-1.5B-Chat\u3001GLM-Edge-4B-Chat\u3001GLM-Edge-V-2B \u548c GLM-Edge-V-5B\uff0c\u5206\u522b\u9002\u7528\u4e8e\u624b\u673a\u3001\u8f66\u673a\u548c PC \u5e73\u53f0\u3002GLM-Edge \u7cfb\u5217\u6a21\u578b\u5728\u4fdd\u6301\u9ad8\u6548\u6027\u80fd\u7684\u540c\u65f6\uff0c\u6ce8\u91cd\u5b9e\u9645\u90e8\u7f72\u7684\u4fbf\u5229\u6027\u548c\u63a8\u7406\u901f\u5ea6\uff0c\u7279\u522b\u662f\u5728\u9ad8\u901a\u9a81\u9f99\u548c Intel \u5e73\u53f0\u4e0a\u8868\u73b0\u51fa\u8272\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7 Huggingface\u3001ModelScope \u7b49\u5e73\u53f0\u4e0b\u8f7d\u548c\u4f7f\u7528\u8fd9\u4e9b\u6a21\u578b\uff0c\u5e76\u901a\u8fc7\u591a\u79cd\u63a8\u7406\u540e\u7aef\uff08\u5982 transformers\u3001OpenVINO\u3001vLLM\uff09\u8fdb\u884c\u6a21\u578b\u63a8\u7406\u3002<\/p>\n<div id=\"attachment_14597\" style=\"width: 1503px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-14597\" class=\"wp-image-14597 size-full\" title=\"GLM Edge\uff1a\u667a\u8c31\u63a8\u51fa\u7684\u7684\u7aef\u4fa7\u5927\u8bed\u8a00\u6a21\u578b\u548c\u591a\u6a21\u6001\u7406\u89e3\u6a21\u578b-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/19d0a7529b83906.png\" alt=\"GLM Edge\uff1a\u667a\u8c31\u63a8\u51fa\u7684\u7684\u7aef\u4fa7\u5927\u8bed\u8a00\u6a21\u578b\u548c\u591a\u6a21\u6001\u7406\u89e3\u6a21\u578b-1\" width=\"1493\" height=\"760\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/19d0a7529b83906.png 1493w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/19d0a7529b83906-300x153.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/19d0a7529b83906-1024x521.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/19d0a7529b83906-768x391.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/19d0a7529b83906-18x9.png 18w\" sizes=\"auto, (max-width: 1493px) 100vw, 1493px\" \/><p id=\"caption-attachment-14597\" class=\"wp-caption-text\">GLM Edge \u7aef\u4fa7\u6587\u672c\u6a21\u578b<\/p><\/div>\n<p>&nbsp;<\/p>\n<div id=\"attachment_14598\" style=\"width: 1508px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-14598\" class=\"wp-image-14598 size-full\" title=\"GLM Edge\uff1a\u667a\u8c31\u63a8\u51fa\u7684\u7684\u7aef\u4fa7\u5927\u8bed\u8a00\u6a21\u578b\u548c\u591a\u6a21\u6001\u7406\u89e3\u6a21\u578b-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/84bfba21f15161a.png\" alt=\"GLM Edge\uff1a\u667a\u8c31\u63a8\u51fa\u7684\u7684\u7aef\u4fa7\u5927\u8bed\u8a00\u6a21\u578b\u548c\u591a\u6a21\u6001\u7406\u89e3\u6a21\u578b-1\" width=\"1498\" height=\"732\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/84bfba21f15161a.png 1498w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/84bfba21f15161a-300x147.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/84bfba21f15161a-1024x500.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/84bfba21f15161a-768x375.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/84bfba21f15161a-18x9.png 18w\" sizes=\"auto, (max-width: 1498px) 100vw, 1498px\" \/><p id=\"caption-attachment-14598\" class=\"wp-caption-text\">GLM Edge \u7aef\u4fa7\u89c6\u89c9\u6a21\u578b<\/p><\/div>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u591a\u79cd\u6a21\u578b\u9009\u62e9<\/strong>\uff1a\u63d0\u4f9b\u4e0d\u540c\u53c2\u6570\u89c4\u6a21\u7684\u5bf9\u8bdd\u6a21\u578b\u548c\u591a\u6a21\u6001\u7406\u89e3\u6a21\u578b\uff0c\u9002\u7528\u4e8e\u591a\u79cd\u7aef\u4fa7\u8bbe\u5907\u3002<\/li>\n<li><strong>\u9ad8\u6548\u63a8\u7406<\/strong>\uff1a\u5728\u9ad8\u901a\u9a81\u9f99\u548c Intel \u5e73\u53f0\u4e0a\u5b9e\u73b0\u9ad8\u6548\u63a8\u7406\u901f\u5ea6\uff0c\u652f\u6301\u6df7\u5408\u91cf\u5316\u65b9\u6848\u3002<\/li>\n<li><strong>\u591a\u5e73\u53f0\u652f\u6301<\/strong>\uff1a\u6a21\u578b\u53ef\u5728 Huggingface\u3001ModelScope \u7b49\u5e73\u53f0\u4e0b\u8f7d\uff0c\u652f\u6301\u591a\u79cd\u63a8\u7406\u540e\u7aef\u3002<\/li>\n<li><strong>\u6613\u4e8e\u90e8\u7f72<\/strong>\uff1a\u63d0\u4f9b\u8be6\u7ec6\u7684\u5b89\u88c5\u548c\u4f7f\u7528\u6307\u5357\uff0c\u65b9\u4fbf\u7528\u6237\u5feb\u901f\u4e0a\u624b\u3002<\/li>\n<li><strong>\u5fae\u8c03\u652f\u6301<\/strong>\uff1a\u63d0\u4f9b\u5fae\u8c03\u6559\u7a0b\u548c\u914d\u7f6e\u6587\u4ef6\uff0c\u652f\u6301\u7528\u6237\u6839\u636e\u5177\u4f53\u9700\u6c42\u8fdb\u884c\u6a21\u578b\u5fae\u8c03\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u4f9d\u8d56<\/h3>\n<p>\u8bf7\u786e\u4fdd\u4f60\u7684 Python \u7248\u672c\u4e3a 3.10 \u6216\u66f4\u9ad8\u7248\u672c\u3002\u5e76\u6309\u7167\u5982\u4e0b\u65b9\u5f0f\u5b89\u88c5\u4f9d\u8d56\uff1a<\/p>\n<pre><code>pip install -r requirements.txt\r\n<\/code><\/pre>\n<h3>\u6a21\u578b\u63a8\u7406<\/h3>\n<p>\u6211\u4eec\u63d0\u4f9b\u4e86 vLLM\u3001OpenVINO \u548c transformers \u4e09\u79cd\u540e\u7aef\u63a8\u7406\u65b9\u5f0f\uff0c\u4f60\u53ef\u4ee5\u901a\u8fc7\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u6765\u8fd0\u884c\u6a21\u578b\uff1a<\/p>\n<pre><code>python cli_demo.py --backend transformers --model_path THUDM\/glm-edge-1.5b-chat --precision bfloat16\r\npython cli_demo.py --backend <a href=\"https:\/\/www.kdjingpai.com\/en\/vllm\/\">vllm<\/a> --model_path THUDM\/glm-edge-1.5b-chat --precision bfloat16\r\npython cli_demo.py --backend ov --model_path THUDM\/glm-edge-1.5b-chat-ov --precision int4\r\n<\/code><\/pre>\n<p>\u6ce8\u610f\uff1aOpenVINO \u7248\u672c\u6a21\u578b\u9700\u8981\u8fdb\u884c\u8f6c\u6362\uff0c\u8bf7\u524d\u5f80\u76f8\u5173\u9875\u9762\u8fd0\u884c\u8f6c\u6362\u4ee3\u7801\uff1a<\/p>\n<pre><code>python convert_chat.py --model_path THUDM\/glm-edge-1.5b-chat --precision int4\r\npython convert.py --model_path THUDM\/glm-edge-v-2b --precision int4\r\n<\/code><\/pre>\n<h3>\u5fae\u8c03\u6a21\u578b<\/h3>\n<p>\u6211\u4eec\u63d0\u4f9b\u4e86\u5fae\u8c03\u6a21\u578b\u7684\u4ee3\u7801\uff0c\u8bf7\u53c2\u8003\u5fae\u8c03\u6559\u7a0b\u3002\u4ee5\u4e0b\u662f\u5fae\u8c03\u7684\u57fa\u672c\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li>\u51c6\u5907\u6570\u636e\u96c6\u5e76\u914d\u7f6e\u8bad\u7ec3\u53c2\u6570\u3002<\/li>\n<li>\u8fd0\u884c\u5fae\u8c03\u811a\u672c\uff1a<\/li>\n<\/ol>\n<pre><code>OMP_NUM_THREADS=1 torchrun --standalone --nnodes=1 --nproc_per_node=8 finetune.py data\/AdvertiseGen\/ THUDM\/glm-edge-4b-chat configs\/lora.yaml\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li>\u5982\u679c\u9700\u8981\u4ece\u4fdd\u5b58\u70b9\u7ee7\u7eed\u5fae\u8c03\uff0c\u53ef\u4ee5\u6dfb\u52a0\u7b2c\u56db\u4e2a\u53c2\u6570\uff1a<\/li>\n<\/ol>\n<pre><code>python finetune.py data\/AdvertiseGen\/ THUDM\/glm-edge-4b-chat configs\/lora.yaml yes\r\n<\/code><\/pre>\n<h3>\u4f7f\u7528 Gradio \u542f\u52a8 WebUI<\/h3>\n<p>\u4f60\u4e5f\u53ef\u4ee5\u4f7f\u7528 Gradio \u542f\u52a8 WebUI\uff1a<\/p>\n<pre><code>python cli_demo.py --backend transformers --model_path THUDM\/glm-edge-1.5b-chat --precision bfloat16\r\n<\/code><\/pre>\n<h3>\u4f7f\u7528 OpenAI API \u8fdb\u884c\u63a8\u7406<\/h3>\n<pre><code>import openai\r\nclient = openai.Client(api_key=\"your_api_key\", base_url=\"http:\/\/&lt;XINFERENCE_HOST&gt;:&lt;XINFERENCE_PORT&gt;\/v1\")\r\noutput = client.chat.completions.create(\r\nmodel=\"glm-edge-v\",\r\nmessages=[\r\n{\"role\": \"user\", \"content\": \"describe this image\"},\r\n{\"role\": \"image_url\", \"image_url\": {\"url\": \"img.png\"}}\r\n],\r\nmax_tokens=512,\r\ntemperature=0.7\r\n)\r\nprint(output)<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>GLM-Edge \u662f\u6e05\u534e\u5927\u5b66\uff08\u667a\u8c31\u8f7b\u8a00\uff09\u63a8\u51fa\u7684\u4e00\u7cfb\u5217\u4e13\u4e3a\u7aef\u4fa7\u8bbe\u5907\u8bbe\u8ba1\u7684\u5927\u8bed\u8a00\u6a21\u578b\u548c\u591a\u6a21\u6001\u7406\u89e3\u6a21\u578b\u3002\u8fd9\u4e9b\u6a21\u578b\u5305\u62ec GLM-Edge-1.5B-Chat\u3001GLM-Edge-4B-Chat\u3001GLM-Edge-V-2B \u548c GLM-Edge-V-5&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61336,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[232],"class_list":["post-14596","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-bendebushukaiyuanba"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/14596","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=14596"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/14596\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media\/61336"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=14596"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=14596"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=14596"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}